Multi-modal Attention Network for Stock Movements Prediction. (arXiv:2112.13593v3 [cs.LG] UPDATED)

Stock prices move as piece-wise trending fluctuation rather than a purely
random walk. Traditionally, the prediction of future stock movements is based
on the historical trading record. Nowadays, with the development of social
media, many active participants in the market choose to publicize their
strategies, which provides a window to glimpse over the whole market's attitude
towards future movements by extracting the semantics behind social media.
However, social media contains conflicting information and cannot replace
historical records completely. In this …

arxiv attention lg movements network prediction stock